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feat: add stats/incr/nanmrmse
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cbce544
feat: setup `stats/incr/nanmrmse`
Arjan-P c541ec9
docs: add README.md
Arjan-P 918df18
docs: add ts files
Arjan-P 6399cc7
docs: add examples
Arjan-P 75c25b4
bench: add benchmark
Arjan-P 2f6d506
test: add tests for `NaN`, `undefined` args
Arjan-P f83732d
docs: add repl.txt
Arjan-P d49a8a5
chore: leave related packages empty
Planeshifter 1654d98
chore: remove empty line
Planeshifter 14f1c1f
chore: add empty line
Planeshifter fcc5ba6
fix: align NaN semantics and conventions with sibling nan* packages
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| <!-- | ||
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| @license Apache-2.0 | ||
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| Copyright (c) 2026 The Stdlib Authors. | ||
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| Licensed under the Apache License, Version 2.0 (the "License"); | ||
| you may not use this file except in compliance with the License. | ||
| You may obtain a copy of the License at | ||
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| http://www.apache.org/licenses/LICENSE-2.0 | ||
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| Unless required by applicable law or agreed to in writing, software | ||
| distributed under the License is distributed on an "AS IS" BASIS, | ||
| WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
| See the License for the specific language governing permissions and | ||
| limitations under the License. | ||
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| --> | ||
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| # incrnanmrmse | ||
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| > Compute a moving [root mean squared error][root-mean-squared-error] (RMSE) incrementally, ignoring `NaN` values. | ||
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| <section class="intro"> | ||
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| For a window of size `W`, the [**root mean squared error**][root-mean-squared-error] (also known as the **root mean square error** (RMSE) and **root mean square deviation** (RMSD)) is defined as | ||
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| <!-- <equation class="equation" label="eq:root_mean_squared_error" align="center" raw="\operatorname{RMSE} = \sqrt{ \frac{1}{W} \sum_{i=0}^{W-1} (y_i - x_i)^2 }" alt="Equation for the root mean squared error."> --> | ||
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| ```math | ||
| \mathop{\mathrm{RMSE}} = \sqrt{ \frac{1}{W} \sum_{i=0}^{W-1} (y_i - x_i)^2 } | ||
| ``` | ||
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| <!-- <div class="equation" align="center" data-raw-text="\operatorname{RMSE} = \sqrt{ \frac{1}{W} \sum_{i=0}^{W-1} (y_i - x_i)^2 }" data-equation="eq:root_mean_squared_error"> | ||
| <img src="https://cdn.jsdelivr.net/gh/stdlib-js/stdlib@6c360ad04d4b48c623a626d13723b4dc33ff0e8e/lib/node_modules/@stdlib/stats/incr/mrmse/docs/img/equation_root_mean_squared_error.svg" alt="Equation for the root mean squared error."> | ||
| <br> | ||
| </div> --> | ||
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| <!-- </equation> --> | ||
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| </section> | ||
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| <!-- /.intro --> | ||
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| <section class="usage"> | ||
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| ## Usage | ||
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| ```javascript | ||
| var incrnanmrmse = require( '@stdlib/stats/incr/nanmrmse' ); | ||
| ``` | ||
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| #### incrnanmrmse( window ) | ||
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| Returns an accumulator `function` which incrementally computes a moving [root mean squared error][root-mean-squared-error]. The `window` parameter defines the number of values over which to compute the moving [root mean squared error][root-mean-squared-error], ignoring `NaN` values. | ||
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| ```javascript | ||
| var accumulator = incrnanmrmse( 3 ); | ||
| ``` | ||
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| #### accumulator( \[x, y] ) | ||
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| If provided input values `x` and `y`, the accumulator function returns an updated [root mean squared error][root-mean-squared-error]. If not provided input values `x` and `y`, the accumulator function returns the current [root mean squared error][root-mean-squared-error]. | ||
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| ```javascript | ||
| var accumulator = incrnanmrmse( 3 ); | ||
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| var r = accumulator(); | ||
| // returns null | ||
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| // Fill the window... | ||
| r = accumulator( 2.0, 3.0 ); // [(2.0,3.0)] | ||
| // returns 1.0 | ||
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| r = accumulator( -1.0, 4.0 ); // [(2.0,3.0), (-1.0,4.0)] | ||
| // returns ~3.61 | ||
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| r = accumulator( 3.0, 9.0 ); // [(2.0,3.0), (-1.0,4.0), (3.0,9.0)] | ||
| // returns ~4.55 | ||
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| r = accumulator( NaN, 5.0 ); // [(2.0,3.0), (-1.0,4.0), (3.0,9.0)] (NaN pair ignored) | ||
| // returns ~4.55 | ||
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| // Window begins sliding... | ||
| r = accumulator( -7.0, 3.0 ); // [(-1.0,4.0), (3.0,9.0), (-7.0,3.0)] | ||
| // returns ~7.33 | ||
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| r = accumulator( -5.0, -3.0 ); // [(3.0,9.0), (-7.0,3.0), (-5.0,-3.0)] | ||
| // returns ~6.83 | ||
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| r = accumulator(); | ||
| // returns ~6.83 | ||
| ``` | ||
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| </section> | ||
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| <!-- /.usage --> | ||
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| <section class="notes"> | ||
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| ## Notes | ||
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| - Input values are **not** type checked. If provided `NaN` for either value, the pair is ignored and the accumulator function returns the current [root mean squared error][root-mean-squared-error] without updating the window. If non-numeric inputs are possible, you are advised to type check and handle accordingly **before** passing the value to the accumulator function. | ||
| - As `W` (x,y) pairs are needed to fill the window buffer, the first `W-1` returned values are calculated from smaller sample sizes. Until the window is full, each returned value is calculated from all provided values (excluding NaN values). | ||
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| </section> | ||
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| <!-- /.notes --> | ||
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| <section class="examples"> | ||
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| ## Examples | ||
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| <!-- eslint no-undef: "error" --> | ||
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| ```javascript | ||
| var uniform = require( '@stdlib/random/base/uniform' ); | ||
| var bernoulli = require( '@stdlib/random/base/bernoulli' ); | ||
| var incrnanmrmse = require( '@stdlib/stats/incr/nanmrmse' ); | ||
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| var accumulator; | ||
| var v1; | ||
| var v2; | ||
| var i; | ||
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| // Initialize an accumulator: | ||
| accumulator = incrnanmrmse( 5 ); | ||
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| // For each simulated datum, update the moving root mean squared error... | ||
| for ( i = 0; i < 100; i++ ) { | ||
| v1 = ( bernoulli( 0.8 ) < 1 ) ? NaN : uniform( -50.0, 50.0 ); | ||
| v2 = ( bernoulli( 0.8 ) < 1 ) ? NaN : uniform( -50.0, 50.0 ); | ||
| accumulator( v1, v2 ); | ||
| } | ||
| console.log( accumulator() ); | ||
| ``` | ||
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| </section> | ||
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| <!-- /.examples --> | ||
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| <!-- Section for related `stdlib` packages. Do not manually edit this section, as it is automatically populated. --> | ||
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| <section class="related"> | ||
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| </section> | ||
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| <!-- /.related --> | ||
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| <!-- Section for all links. Make sure to keep an empty line after the `section` element and another before the `/section` close. --> | ||
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| <section class="links"> | ||
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| [root-mean-squared-error]: https://en.wikipedia.org/wiki/Root-mean-square_deviation | ||
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| <!-- <related-links> --> | ||
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| <!-- </related-links> --> | ||
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| </section> | ||
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| <!-- /.links --> | ||
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70
lib/node_modules/@stdlib/stats/incr/nanmrmse/benchmark/benchmark.js
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| /** | ||
| * @license Apache-2.0 | ||
| * | ||
| * Copyright (c) 2026 The Stdlib Authors. | ||
| * | ||
| * Licensed under the Apache License, Version 2.0 (the "License"); | ||
| * you may not use this file except in compliance with the License. | ||
| * You may obtain a copy of the License at | ||
| * | ||
| * http://www.apache.org/licenses/LICENSE-2.0 | ||
| * | ||
| * Unless required by applicable law or agreed to in writing, software | ||
| * distributed under the License is distributed on an "AS IS" BASIS, | ||
| * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
| * See the License for the specific language governing permissions and | ||
| * limitations under the License. | ||
| */ | ||
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| 'use strict'; | ||
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| // MODULES // | ||
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| var bench = require( '@stdlib/bench' ); | ||
| var randu = require( '@stdlib/random/base/randu' ); | ||
| var format = require( '@stdlib/string/format' ); | ||
| var pkg = require( './../package.json' ).name; | ||
| var incrnanmrmse = require( './../lib' ); | ||
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| // MAIN // | ||
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| bench( pkg, function benchmark( b ) { | ||
| var f; | ||
| var i; | ||
| b.tic(); | ||
| for ( i = 0; i < b.iterations; i++ ) { | ||
| f = incrnanmrmse( (i%5)+1 ); | ||
| if ( typeof f !== 'function' ) { | ||
| b.fail( 'should return a function' ); | ||
| } | ||
| } | ||
| b.toc(); | ||
| if ( typeof f !== 'function' ) { | ||
| b.fail( 'should return a function' ); | ||
| } | ||
| b.pass( 'benchmark finished' ); | ||
| b.end(); | ||
| }); | ||
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| bench( format( '%s::accumulator', pkg ), function benchmark( b ) { | ||
| var acc; | ||
| var v; | ||
| var i; | ||
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| acc = incrnanmrmse( 5 ); | ||
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| b.tic(); | ||
| for ( i = 0; i < b.iterations; i++ ) { | ||
| v = acc( randu()-0.5, randu()-0.5 ); | ||
| if ( v !== v ) { | ||
| b.fail( 'should not return NaN' ); | ||
| } | ||
| } | ||
| b.toc(); | ||
| if ( v !== v ) { | ||
| b.fail( 'should not return NaN' ); | ||
| } | ||
| b.pass( 'benchmark finished' ); | ||
| b.end(); | ||
| }); |
49 changes: 49 additions & 0 deletions
49
lib/node_modules/@stdlib/stats/incr/nanmrmse/docs/repl.txt
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| {{alias}}( W ) | ||
| Returns an accumulator function which incrementally computes a moving root | ||
| mean squared error (RMSE), ignoring `NaN` values. | ||
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| The `W` parameter defines the number of values over which to compute the | ||
| moving root mean squared error. | ||
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| If provided a value, the accumulator function returns an updated moving root | ||
| mean squared error. If not provided a value, the accumulator function | ||
| returns the current moving root mean squared error. | ||
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| As `W` values are needed to fill the window buffer, the first `W-1` returned | ||
| values are calculated from smaller sample sizes. Until the window is full, | ||
| each returned value is calculated from all provided values. | ||
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| Parameters | ||
| ---------- | ||
| W: integer | ||
| Window size. | ||
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| Returns | ||
| ------- | ||
| acc: Function | ||
| Accumulator function. | ||
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| Examples | ||
| -------- | ||
| > var accumulator = {{alias}}( 3 ); | ||
| > var r = accumulator() | ||
| null | ||
| > r = accumulator( 2.0, 3.0 ) | ||
| 1.0 | ||
| > r = accumulator( -5.0, 2.0 ) | ||
| 5.0 | ||
| > r = accumulator( NaN, 2.0 ) | ||
| 5.0 | ||
| > r = accumulator( 3.0, 2.0 ) | ||
| ~4.12 | ||
| > r = accumulator( 3.0, NaN ) | ||
| ~4.12 | ||
| > r = accumulator( 5.0, -2.0 ) | ||
| ~5.74 | ||
| > r = accumulator() | ||
| ~5.74 | ||
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| See Also | ||
| -------- | ||
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76 changes: 76 additions & 0 deletions
76
lib/node_modules/@stdlib/stats/incr/nanmrmse/docs/types/index.d.ts
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| /* | ||
| * @license Apache-2.0 | ||
| * | ||
| * Copyright (c) 2026 The Stdlib Authors. | ||
| * | ||
| * Licensed under the Apache License, Version 2.0 (the "License"); | ||
| * you may not use this file except in compliance with the License. | ||
| * You may obtain a copy of the License at | ||
| * | ||
| * http://www.apache.org/licenses/LICENSE-2.0 | ||
| * | ||
| * Unless required by applicable law or agreed to in writing, software | ||
| * distributed under the License is distributed on an "AS IS" BASIS, | ||
| * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
| * See the License for the specific language governing permissions and | ||
| * limitations under the License. | ||
| */ | ||
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| // TypeScript Version: 4.1 | ||
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| /// <reference types="@stdlib/types"/> | ||
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| /** | ||
| * If provided input values, the accumulator function returns an updated root mean squared error. If not provided input values, the accumulator function returns the current root mean squared error. | ||
| * | ||
| * @param x - input value | ||
| * @param y - input value | ||
| * @returns root mean squared error or null | ||
| */ | ||
| type accumulator = ( x?: number, y?: number ) => number | null; | ||
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| /** | ||
| * Returns an accumulator function which incrementally computes a moving root mean squared error, ignoring `NaN` values. | ||
| * | ||
| * ## Notes | ||
| * | ||
| * - The `W` parameter defines the number of values over which to compute the moving root mean squared error. | ||
| * - As `W` values are needed to fill the window buffer, the first `W-1` returned values are calculated from smaller sample sizes. Until the window is full, each returned value is calculated from all provided values. | ||
| * | ||
| * @param W - window size | ||
| * @throws must provide a positive integer | ||
| * @returns accumulator function | ||
| * | ||
| * @example | ||
| * var accumulator = incrnanmrmse( 3 ); | ||
| * | ||
| * var r = accumulator(); | ||
| * // returns null | ||
| * | ||
| * r = accumulator( 2.0, 3.0 ); | ||
| * // returns 1.0 | ||
| * | ||
| * r = accumulator( -5.0, 2.0 ); | ||
| * // returns 5.0 | ||
| * | ||
| * r = accumulator( NaN, 2.0 ); | ||
| * // returns 5.0 | ||
| * | ||
| * r = accumulator( 3.0, 2.0 ); | ||
| * // returns ~4.12 | ||
| * | ||
| * r = accumulator( 3.0, NaN ); | ||
| * // returns ~4.12 | ||
| * | ||
| * r = accumulator( 5.0, -2.0 ); | ||
| * // returns ~5.74 | ||
| * | ||
| * r = accumulator(); | ||
| * // returns ~5.74 | ||
| */ | ||
| declare function incrnanmrmse( W: number ): accumulator; | ||
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| // EXPORTS // | ||
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| export = incrnanmrmse; |
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